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Xin-Yue Luo

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#machine learning Preprint Sep 2026

Prediction Dynamics in Depth-Recurrent Language Models

A sharp margin characterization is derived that decomposes the conservatism of a magnitude bound into common translation, direction relative to the winner, and the pairing of each competitor's update with its score gap to explain finite-depth answer preservation through the geometry and composition of observed score ch...

Xin-Yue Luo, Fei Yu · 0 citations

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